Thousands of users reported login failures and generation errors across claude.ai and its API on Thursday. The disruption interrupted both web interface access and developer integrations. Anthropic has not detailed the root cause of the instability. This incident highlights the ongoing reliability struggles facing high-traffic LLM platforms as they scale their infrastructure.